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记忆系统自动 GC — audit 当前 MEMORY.md / shared/ / disk memory 文件健康度。**Pressure-driven 不是 time-driven** — 没积累就不该清, cold ≠ garbage, 没新东西不要找事清。当用户说「memory audit」「记忆 GC」「记忆清理」「sleep gc」「/memory gc」「/memory audit」「check memory health」时触发。
Codex または Claude でインストール この Prompt をコピーして Codex、Claude、または他のアシスタントに貼り付けると、Skill ページを確認してインストールできます。
SOC 職業分類に基づく
NVIDIA NVL72 (GB200/GB300) GPU 集群验收测试。Profile 驱动的端到端质检：硬件自检、DCGM 诊断、NCCL 带宽、cuBLAS GEMM、单域/跨域多节点 NCCL、日志分析、报告生成、故障节点处理。含验收 baseline 阈值与判定标准。当用户说"验收测试"、"GPU QA"、"质检"、"跑一下 hw-check"、"NCCL benchmark"、"节点健康检查"、"GPU 集群测试"、"NVL72 测试"、"GB300 QA"、"GB200 QA"等关键词时触发。
Build polished, on-brand slide decks (python-pptx → Google Slides) and richly formatted Google Docs, with a reusable design system, matplotlib charts, AI-generated imagery (Nano Banana), a render-verify loop, and link-stable Drive uploads (PATCH same fileId so the share link never changes). Use when the user wants to create or iterate a presentation / briefing deck / exec one-pager / formatted Google Doc — especially customer or executive briefings that go into Google Drive. Also covers extracting user-pasted images from the session transcript and converting decks/docs to PNG for visual self-check.
Generate music using Google Lyria 3 (DeepMind). Use for "生成音乐", "作曲", "写一首曲子", "generate music", "create a song", "compose", "piano piece", "钢琴曲", "make a beat", "生成钢琴曲", "来一首歌".
Read WeChat Official Account (微信公众号) articles. Trigger when user shares any mp.weixin.qq.com URL, or says "微信文章", "公众号文章", "读一下这个微信链接", "WeChat article". Bypasses WeChat's anti-scraping CAPTCHA by emulating the WeChat in-app browser. MUST be used instead of WebFetch/Jina for any mp.weixin.qq.com link — those tools WILL fail with "环境异常" CAPTCHA.
Compute Hong Kong salaries tax partial exemption for share awards (GSU / RSU / stock options) under DIPN No. 38 paragraphs 43-46 and section 8(1A)(a) of the Inland Revenue Ordinance. Full lifecycle: (1) auto-extract vest data from Morgan Stanley / IRD / IR56B via Chrome MCP, (2) compute DIPN 38 time apportionment, (3) cross-check IR56B vs IRD assessment to detect unclaimed exemptions, (4) generate APPENDIX-EQUITY PDF for eTAX submission, (5) generate HTML audit report for personal review, (6) guide eTAX BIR60 filing or 70A retrospective claim. Triggers: HK salaries tax, BIR60, IR56B, share award apportionment, DIPN 38, 'partial exemption', cross-border GSU/RSU vest, '报税分析', '股票减税', 'GSU 豁免', '从内地转来香港', '70A', 'time apportionment', '股票报税'.
Guide for selecting and configuring distributed training strategies in NeMo AutoModel, including FSDP2, Megatron FSDP, DDP, and parallelism settings.
| name | memory-gc |
| description | 记忆系统自动 GC — audit 当前 MEMORY.md / shared/ / disk memory 文件健康度。**Pressure-driven 不是 time-driven** — 没积累就不该清, cold ≠ garbage, 没新东西不要找事清。当用户说「memory audit」「记忆 GC」「记忆清理」「sleep gc」「/memory gc」「/memory audit」「check memory health」时触发。 |
| trigger | memory audit / 记忆 gc / 记忆清理 / sleep gc / memory health / 体检记忆 |
核心哲学: GC 按 pressure 触发, 不是按 time 触发. 类比 Chrome 的 mark-and-sweep — 不是 timer 触发, 是 heap 压力到阈值才触发. 没积累就不该清, cold ≠ garbage.
7 0 * * 1 UTC (= 周一 8:07 HKT) — 一周一次, 给积累有时间发酵只显示 🚨 ACTIONABLE 段 (dead/dup/stale). 如果 actionable=0 → 直接 silent 输出 "🟢 健康无需 cleanup", 不展开 cold links 列表防止形成清理冲动.
# cron / 每日 check 用这个 (默认 silent if healthy)
python3 ~/CloseCrab/scripts/memory-audit.py --action-only
# 完整 3 段报告 (按需展开看 cold/orphan, 比如周末手工审)
python3 ~/CloseCrab/scripts/memory-audit.py
# JSON / 调窗口
python3 ~/CloseCrab/scripts/memory-audit.py --json
python3 ~/CloseCrab/scripts/memory-audit.py --cold-days 30
python3 ~/CloseCrab/scripts/memory-audit.py --stale-days 14
| 类别 | 信号 | 处理 |
|---|---|---|
| 🚨 ACTIONABLE (必清, 无风险) | stale_timestamp / duplicates / dead_index | 看到立刻清, 任何 session 都可干 |
| 👀 NEEDS REVIEW (case-by-case) | orphans (disk 有 MEMORY 没) | 看 head + mtime, active 补索引 / 废弃 rm disk |
| ℹ️ INFO ONLY (绝不强清) | cold_links (近 N 天 0 Read) | cold ≠ garbage. 只 user 主动 ask 才看. 平时 cron 报告默认不展开. R5 实证 cold shared/ 改触发关键词后命中率 17%→83%, 不是该删. |
cold ≠ stale。R5 验证 cold shared/ 文件改触发关键词后命中率从 17%→83%。100 个冷 feedback link 里大部分是「平时不 trigger 但一旦 trigger 就救命」的深度知识。只删有明确证据过期的：
rm disk filejob_id e642aac85244, target=jarvis, cron="7 0 * * 1 UTC" (= 周一 8:07 HKT)